{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 随机森林：是bagging装袋法的代表。弱学习器只可以是决策树\n",
    "- 简介：\n",
    "    - 随机森林是一种有监督学习算法，是以决策树为基学习器的集成学习算法。随机森林非常简单，易于实现，计算开销也很小，在分类和回归上表现出非常惊人的性能，因此，随机森林被誉为“代表集成学习技术水平的方法”。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 随机森林的随机性体现在哪几个方面呢？\n",
    "    - 1.数据集的随机选择\n",
    "        - 从原始数据集中采取《有放回的抽样bagging》，构造子数据集。不同子数据集的元素可以重复\n",
    "    - 2.待选特征的随机选取\n",
    "        - 随机森林中的子树的每一个分枝过程并未用到所有的待选特征，而是从所有的待选特征中随机选取一定的特征，之后再随机选取的特征中选取最优（最佳分支）的特征。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 随机森林的重要作用：\n",
    "    - 可以用于分类问题，也可以用于回归问题\n",
    "    - 可以解决模型过拟合的问题，对于随机森林来说，如果随机森林中的树足够多且基于上述两个随机性的作用，那么分类器就不会出现过拟合\n",
    "    - 可以检测出特征的重要性，从而选取好的特征"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 随机森林的构建过程\n",
    "    - 1.从原始训练集中随机有放回采样取出m个样本,生成m个训练集\n",
    "    - 2.对m个训练集，我们分别训练m个决策树模型\n",
    "    - 3.对于单个决策树模型，假设训练样本特征的个数为n，那么每次分裂时根据信息增益/基尼指数 选择最好的特征进行分裂\n",
    "    - 4.将生成的多颗决策树组成随机森林。对于分类问题，按照多棵树分类器投票决定最终分类结果；对于回归问题，由多颗树预测值的均值决定最终预测结果\n",
    "    ![](noteimg/ft01.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 优点\n",
    "    - 1.由于采用了集成算法，本身精度比大多数单个算法要好，所以准确性高\n",
    "    - 2.由于两个随机性的引入，使得随机森林不容易陷入过拟合（样本随机，特征随机）\n",
    "    - 3.在工业上，由于两个随机性的引入，使得随机森林具有一定的抗噪声能力，对比其他算法具有一定优势\n",
    "    - 4.它能够处理很高维度（feature很多）的数据，并且不用做特征选择，对数据集的适应能力强：既能处理离散型数据，也能处理连续型数据\n",
    "    - 5.在训练过程中，能够检测到feature间的互相影响，且可以得出feature的重要性，具有一定参考意义\n",
    "- 缺点\n",
    "    - 1.当随机森林中的决策树个数很多时，训练时需要的空间和时间会比较大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 在sklearn.ensemble库中，我们可以找到Random Forest分类和回归的实现：\n",
    "    - RandomForestClassifier\n",
    "    - RandomForestRegression "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "RandomForestClassifier()"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 控制弱评估器的参数\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### n_estimators\n",
    "- 这是森林中树木的数量，即基评估器的数量。这个参数对随机森林模型的精确性影响是单调的，n_estimators越大，模型的效果往往越好。但是相应的，任何模型都有决策边界，n_estimators达到一定的程度之后，随机森林的 精确性往往不在上升或开始波动，并且，n_estimators越大，需要的计算量和内存也越大，训练的时间也会越来越 长。对于这个参数，我们是渴望在训练难度和模型效果之间取得平衡。\n",
    "- n_estimators的默认值在现有版本的sklearn中是10，但是在即将更新的0.22版本中，这个默认值会被修正为 100。这个修正显示出了使用者的调参倾向:要更大的n_estimators。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 建立森林\n",
    "- 树模型的优点是简单易懂，可视化之后的树人人都能够看懂，可惜随机森林是无法被可视化的。所以为了更加直观地让大家体会随机森林的效果，我们来进行一个随机森林和单个决策树效益的对比。我们依然使用红酒数据集。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "import sklearn.datasets as dt\n",
    "\n",
    "data = dt.load_breast_cancer()\n",
    "feature = data.data\n",
    "target = data.target\n",
    "\n",
    "x_train,x_test,y_train,y_test = train_test_split(feature,target,test_size=0.2,random_state=2021)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9649122807017544"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf = RandomForestClassifier(n_estimators=100)\n",
    "rf.fit(x_train,y_train)\n",
    "rf.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 画出随机森林和决策树在一组交叉验证下的效果对比（查看n_estimators是否存在上限）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### random_state\n",
    "- 随机森林中的random_state控制的是生成森林的模式，类似决策树中的random_state，用来固定森林中树的随机性。当random_state固定时，随机森林中生成是一组固定的树。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9649122807017544"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf = RandomForestClassifier(random_state=2021)\n",
    "rf.fit(x_train,y_train)\n",
    "rf.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### bootstrap & oob_score\n",
    "- bootstrap：\n",
    "    - 装袋法是通过有放回的随机抽样技术来形成不同的训练数据，bootstrap就是用来控制抽样技术的参数。我们进行样本的随机采样，每次采样一个样本，并在抽取下一个样本之前将该样本 放回原始训练集，也就是说下次采样时这个样本依然可能被采集到。bootstrap参数默认True，代表采用这种有放回的随机抽样技术。通常，这个参数不会被我们设置为False。\n",
    "- oob_score：\n",
    "    - 然而有放回抽样也会有自己的问题。由于是有放回，一些样本可能会被采集多次，而其他一些样本却可能被忽略，一次都未被采集到。那么这些被忽略或者一次都没被采集到的样本叫做oob袋外数据。\n",
    "    - 也就是说，在使用随机森林时，我们可以不划分测试集和训练集，只需要用袋外数据来测试我们的模型即可。\n",
    "    - 如果希望用袋外数据来测试，则需要在实例化时就将oob_score这个参数调整为True，训练完毕之后，我们可以用随机森林的另一个重要属性:oob_score_来查看我们的在袋外数据上测试的结果:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9648351648351648\n"
     ]
    }
   ],
   "source": [
    "rf = RandomForestClassifier(random_state=2021,oob_score=True)\n",
    "rf.fit(x_train,y_train)\n",
    "print(rf.oob_score_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 回归随机森林RandomForestRegressor\n",
    "- 所有的参数，属性与接口，全部和随机森林分类器一致。仅有的不同就是回归树与分类树衡量不纯度的指标不同，也就是参数Criterion不一致。\n",
    "- Criterion参数：\n",
    "    - 回归树衡量分枝质量的指标，支持的标准有三种:\n",
    "        - 输入\"mse\"使用均方误差mean squared error(MSE)，父节点和叶子节点之间的均方误差的差额将被用来作为特征选择的标准，差值越小不纯度越低\n",
    "        - 输入“friedman_mse”使用费尔德曼均方误差，这种指标使用弗里德曼针对潜在分枝中的问题改进后的均方误差 \n",
    "        - 输入\"mae\"使用绝对平均误差MAE(mean absolute error)，这种指标使用叶节点的中值来最小化L1损失"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor()"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RandomForestRegressor(criterion='mse')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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